Tag Coefficient Debug: VANNUCCI

Fold 1 - Understanding why coefficient -1591535 was selected

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Summary

Tag: VANNUCCI

Selected Coefficient: -1591535

Taxonomy Path: -1.1.18.3

Taxonomy Name:

Products with this tag: 6

Unique residual values tried: 4

Candidate Coefficients Tried

The algorithm tries each unique residual value as a candidate coefficient and selects the one with the lowest total p-adic loss. The selected row is highlighted.

Candidate Value Total P-adic Loss Taxonomy Path P-adic Expansion Taxonomy Name Selected?
-15915353.000160-1.1.18.3-3.18.1.1 (-(3*79^3 + 18*79^2 + 79 + 1))Yes
-59976813.000320-1.1.13.12-12.13.1.1 (-(12*79^3 + 13*79^2 + 79 + 1))No
03.01265800 (0)No
-15913763.025316-0.78.17.3-3.17.78.0 (-(3*79^3 + 17*79^2 + 78*79))No

Products with this Tag

These are the training products that have the "VANNUCCI" tag (processing sequence 3015). The residual is the encoded taxonomy value minus all coefficients from previously processed tags.

Product ID Title Residual Before Taxonomy Before Tags Already Processed Residual After Taxonomy After Tags Not Yet Processed
11380Vader Dotted Fashion Socks0ACCESSORIES, CLOTHING, COTTON-BLEND, UNDER-501591535Apparel & Accessories > Clothing > Socks > Crew Socksnone
11792Vadala Paisley Fashion Socks0ACCESSORIES, CLOTHING, COTTON-BLEND, UNDER-501591535Apparel & Accessories > Clothing > Socks > Crew Socksnone
11804Vago Paisley Fashion Socks-1591376ACCESSORIES, CLOTHING, COTTON-BLEND, UNDER-50159Apparel & Accessories > Clothing Accessoriesnone
11805Vago Paisley Fashion Socks-1591535CHARCOAL, ACCESSORIES, CLOTHING, COTTON-BLEND, UNDER-500none
11819Vadala Paisley Fashion Socks-1591535CHARCOAL, ACCESSORIES, CLOTHING, COTTON-BLEND, UNDER-500none
11803Vaca Diamond Fashion Socks-5997681BLUE, ACCESSORIES, CLOTHING, COTTON-BLEND, UNDER-50-4406146none